← Authors

Aivar Sootla

4 papers · 2022–2023 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (14) 👑 Triple Crown

Conferences

ICLR (2) ICML (1) NIPS (1)

Top co-authors

Jun Wang (4) Taher Jafferjee (2) Haitham Bou Ammar (2) Juliusz Krzysztof Ziomek (1) David H Mguni (1) Hang Ren (1) Junxiao Shen (1) Zipeng Dai (1) Oliver Slumbers (1) Haitham Ammar (1)

Keywords

safety constraint (2) policy learning (1) markov decision process (1) constraint satisfaction (1) policy improvement (1) safe reinforcement learning (1) model-free reinforcement learning (1) policy generalization (1) safe exploration (1) state augmentation (1) almost surely safety (1) safety state augmentation (1) reinforcement learning (1) safety budget (1)

Papers

Timing is Everything: Learning to Act Selectively with Costly Actions and Budgetary Constraints ICLR 2023
Enhancing Safe Exploration Using Safety State Augmentation NIPS 2022
Reinforcement Learning in Presence of Discrete Markovian Context Evolution ICLR 2022
Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation ICML 2022